Search Results for author: Roman Kalkreuth

Found 4 papers, 0 papers with code

A Functional Analysis Approach to Symbolic Regression

no code implementations9 Feb 2024 Kirill Antonov, Roman Kalkreuth, Kaifeng Yang, Thomas Bäck, Niki van Stein, Anna V Kononova

The superior performance of the proposed algorithm and insights into the limitations of GP open the way for further advancing GP for SR and related areas of explainable machine learning.

Benchmarking regression +1

Challenges of ELA-guided Function Evolution using Genetic Programming

no code implementations24 May 2023 Fu Xing Long, Diederick Vermetten, Anna V. Kononova, Roman Kalkreuth, Kaifeng Yang, Thomas Bäck, Niki van Stein

Within the optimization community, the question of how to generate new optimization problems has been gaining traction in recent years.

Towards Advanced Phenotypic Mutations in Cartesian Genetic Programming

no code implementations16 Mar 2018 Roman Kalkreuth

Cartesian Genetic Programming is often used with a point mutation as the sole genetic operator.

regression Symbolic Regression

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